End of training
Browse files- README.md +68 -0
- config.json +52 -0
- generation_config.json +247 -0
- preprocessor_config.json +14 -0
- pytorch_model.bin +3 -0
- training_args.bin +3 -0
README.md
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---
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license: apache-2.0
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base_model: openai/whisper-tiny
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tags:
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- generated_from_trainer
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metrics:
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- wer
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model-index:
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- name: whisper-tiny-bn
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# whisper-tiny-bn
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This model is a fine-tuned version of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4041
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- Wer: 100.9994
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 1e-05
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- train_batch_size: 16
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 500
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- training_steps: 4000
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Wer |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 1.5443 | 4.67 | 500 | 1.0344 | 180.0125 |
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| 0.3201 | 9.35 | 1000 | 0.2322 | 121.4866 |
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| 0.0545 | 14.02 | 1500 | 0.2617 | 128.8570 |
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| 0.0116 | 18.69 | 2000 | 0.3251 | 95.9400 |
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| 0.0031 | 23.36 | 2500 | 0.3768 | 101.7489 |
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| 0.0007 | 28.04 | 3000 | 0.3905 | 98.5634 |
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| 0.0004 | 32.71 | 3500 | 0.4006 | 101.1868 |
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| 0.0003 | 37.38 | 4000 | 0.4041 | 100.9994 |
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### Framework versions
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- Transformers 4.33.2
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- Pytorch 2.0.1+cu118
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- Datasets 2.14.5
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- Tokenizers 0.13.3
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config.json
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{
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"_name_or_path": "openai/whisper-tiny",
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"apply_spec_augment": false,
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"architectures": [
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"WhisperForConditionalGeneration"
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],
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"attention_dropout": 0.0,
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"begin_suppress_tokens": [
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220,
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50257
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],
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"bos_token_id": 50257,
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"classifier_proj_size": 256,
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"d_model": 384,
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"decoder_attention_heads": 6,
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"decoder_ffn_dim": 1536,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 4,
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"decoder_start_token_id": 50258,
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"dropout": 0.0,
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"encoder_attention_heads": 6,
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"encoder_ffn_dim": 1536,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 4,
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"eos_token_id": 50257,
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"forced_decoder_ids": null,
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"init_std": 0.02,
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"is_encoder_decoder": true,
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"mask_feature_length": 10,
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"mask_feature_min_masks": 0,
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"mask_feature_prob": 0.0,
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"mask_time_length": 10,
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"mask_time_min_masks": 2,
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"mask_time_prob": 0.05,
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"max_length": 448,
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"max_source_positions": 1500,
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"max_target_positions": 448,
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"median_filter_width": 7,
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"model_type": "whisper",
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"num_hidden_layers": 4,
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"num_mel_bins": 80,
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"pad_token_id": 50257,
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"scale_embedding": false,
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"suppress_tokens": [],
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"torch_dtype": "float32",
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"transformers_version": "4.33.2",
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"use_cache": true,
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"use_weighted_layer_sum": false,
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"vocab_size": 51865
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}
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generation_config.json
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|
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preprocessor_config.json
ADDED
@@ -0,0 +1,14 @@
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|
1 |
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{
|
2 |
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"chunk_length": 30,
|
3 |
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"feature_extractor_type": "WhisperFeatureExtractor",
|
4 |
+
"feature_size": 80,
|
5 |
+
"hop_length": 160,
|
6 |
+
"n_fft": 400,
|
7 |
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"n_samples": 480000,
|
8 |
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"nb_max_frames": 3000,
|
9 |
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"padding_side": "right",
|
10 |
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"padding_value": 0.0,
|
11 |
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"processor_class": "WhisperProcessor",
|
12 |
+
"return_attention_mask": false,
|
13 |
+
"sampling_rate": 16000
|
14 |
+
}
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
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version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:d54329d6e058d8ce8f0c415ef06eeeb32095915e841a439af983d4c72ef60cdd
|
3 |
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size 151099049
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
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|
|
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|
|
|
|
1 |
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version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:5d63ad7fc03a5beca576307727db8c5745f7495d91c270c2b4f7ba5019a71c53
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3 |
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size 4219
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